Per-message cost breakdown within a single session. The drill-down companion to cost-anomaly — when an outlier session is flagged, this surfaces the specific expensive messages so operators can see whether the cost came from output tokens, cache writes, or model escalations.
Scanned 9/2/2026
Install to Claude Code
npx -y skills add ruvnet/ruflo --skill cost-session --agent claude-codeInstalls into .claude/skills of the current project.
Are you the author of Cost Session?
Add the live security badge to your README — it updates automatically with every re-scan.
[](https://www.skillsdirectory.com/skills/ruvnet-cost-session)More formats (shields.io, HTML) on the badges page.
---
name: cost-session
description: Per-message cost breakdown within a single session. The drill-down companion to cost-anomaly — when an outlier session is flagged, this surfaces the specific expensive messages so operators can see whether the cost came from output tokens, cache writes, or model escalations.
argument-hint: "[--session-id <id>] [--top 20] [--since <iso-ts>] [--format table|json]"
allowed-tools: Bash
---
When cost-anomaly flags a session as a >3.5σ outlier, the next question
is "which MESSAGES were expensive?". cost-session answers that.
| Question | Skill |
|---|---|
| "Which sessions cost the most?" | `cost-conversation` |
| "Which sessions are outliers?" | `cost-anomaly` |
| **"Which messages in THIS session were expensive?"** | **`cost-session`** ← this |
## Algorithm
Implementation: [`scripts/session.mjs`](../../scripts/session.mjs).
1. Resolve session jsonl: `--session-id <id>` (scans `~/.claude/projects/*/`)
or `--latest` (default; picks most-recently-modified jsonl).
2. Parse all assistant messages with `usage` blocks.
3. Cost each message via shared PRICING (`_prices.mjs`).
4. Sort descending by `cost_usd`, surface top-N (default 20).
5. Compute p50/p90/p99 of message costs for in-session percentile context.
6. Flag the top message if it's >2× the p99 — that's an in-session outlier.
## Why this matters: cache writes are the silent cost
Example real session, top message:
```
| # | Model | In | Out | Cache W | Cache R | Cost |
| 1 | opus-4-7 | 6 | 569 | 881898 | 0 | $16.58 |
```
Without the **Cache W** column it looks like "569 output tokens cost
$16" — that's wrong by 380×. The actual cost is ephemeral 1h cache
write at opus pricing: 881,898 tokens × $18.75/1M = $16.54.
Operators reading the table see immediately: "the model wrote 881K
tokens to ephemeral cache". From there the question becomes "why did
we cache 881K tokens of context for a 6-input request?" — that's a
real engineering signal.
## Drill-down workflow
```bash
# Step 1: find outliers across all sessions
cost anomaly --alert-on-outliers 1 || cost anomaly # see which session-ids
# Step 2: drill into the flagged session
cost session --session-id <flagged-id> --top 10
# Step 3: open that jsonl at the timestamp the top message reports,
# inspect the prompt + tool calls
```
## Percentile context
Top of output:
```
| p50 (median) message | $0.85 |
| p90 message | $1.45 |
| p99 message | $1.74 |
```
Lets operators ask "is this top message a 2× outlier or a 380× one?"
without having to compute it themselves. The "top is >2× p99" footer
fires when the answer is "yes, this is an in-session outlier worth
investigating".
## --since filter
Useful for drilling into a specific time range within a long session:
```bash
cost session --since 2026-06-16T13:00:00Z --top 5
```
Only messages with `timestamp >= --since` are considered.
## Edge cases
- No costed assistant messages → "_No costed assistant messages_" + exit 0.
- `--session-id` not found in any project's jsonls → exit 2 with error.
- `--top` must be a positive integer → exit 2.
Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
No comments yet. Be the first to comment!